Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	1 065
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	141.6 KiB
Average record size in memory	136.1 B

Variable types

NUM	15
CAT	2

Warnings

`Paris_max` is highly correlated with `Paris_min` and 1 other fields	High correlation
`Paris_min` is highly correlated with `Paris_max` and 1 other fields	High correlation
`Paris_avg` is highly correlated with `Paris_min` and 1 other fields	High correlation
`reactions` is highly correlated with `retweetCount` and 1 other fields	High correlation
`retweetCount` is highly correlated with `reactions`	High correlation
`likeCount` is highly correlated with `reactions`	High correlation
`reactionsAvg` is highly correlated with `retweetAvg` and 1 other fields	High correlation
`retweetAvg` is highly correlated with `reactionsAvg`	High correlation
`likeAvg` is highly correlated with `reactionsAvg`	High correlation
`quoteAvg` is highly skewed (γ1 = 21.88984396)	Skewed
`date` has unique values	Unique
`quoteCount` has 86 (8.1%) zeros	Zeros
`quoteAvg` has 92 (8.6%) zeros	Zeros
`contest` has 765 (71.8%) zeros	Zeros

Reproduction

Analysis started	2021-01-14 16:43:51.915944
Analysis finished	2021-01-14 16:44:25.716474
Duration	33.8 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

date
Categorical

UNIQUE

Distinct	1065
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	8.3 KiB

2019-12-25	1
2018-03-17	1
2018-12-08	1
2019-05-15	1
2020-10-15	1
Other values (1060)	1060

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-12-25	1	0.1%
2018-03-17	1	0.1%
2018-12-08	1	0.1%
2019-05-15	1	0.1%
2020-10-15	1	0.1%
2018-09-20	1	0.1%
2020-07-25	1	0.1%
2019-11-23	1	0.1%
2019-12-07	1	0.1%
2020-03-11	1	0.1%
Other values (1055)	1055	99.1%

Frequencies of value counts

Unique

Unique	1065 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Paris_weather
Categorical

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	8.3 KiB

3	594
2	408
1	59
0	4

Frequencies
Length

Value	Count	Frequency (%)
3	594	55.8%
2	408	38.3%
1	59	5.5%
0	4	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Paris_min
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.55868545
Minimum	-5
Maximum	32
Zeros	10
Zeros (%)	0.9%
Memory size	8.3 KiB

Quantile statistics

Minimum	-5
5-th percentile	2
Q1	7
median	12
Q3	18
95-th percentile	23
Maximum	32
Range	37
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.699131786
Coefficient of variation (CV)	0.5334261946
Kurtosis	-0.5646446869
Mean	12.55868545
Median Absolute Deviation (MAD)	5
Skewness	0.1190360116
Sum	13375
Variance	44.87836669
Monotocity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
7	73	6.9%
12	61	5.7%
9	59	5.5%
8	57	5.4%
10	54	5.1%
19	53	5.0%
16	52	4.9%
15	50	4.7%
13	49	4.6%
18	48	4.5%
Other values (28)	509	47.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5	1	0.1%
-4	2	0.2%
-3	4	0.4%
-2	1	0.1%
-1	9	0.8%

Value	Count	Frequency (%)
32	1	0.1%
31	1	0.1%
30	2	0.2%
29	2	0.2%
28	3	0.3%

Paris_max
Real number (ℝ)

HIGH CORRELATION

Distinct	42
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.30985915
Minimum	-2
Maximum	40
Zeros	2
Zeros (%)	0.2%
Memory size	8.3 KiB

Quantile statistics

Minimum	-2
5-th percentile	6
Q1	11
median	17
Q3	23
95-th percentile	30
Maximum	40
Range	42
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.810234422
Coefficient of variation (CV)	0.4512015004
Kurtosis	-0.6476254895
Mean	17.30985915
Median Absolute Deviation (MAD)	6
Skewness	0.1752608674
Sum	18435
Variance	60.99976173
Monotocity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
11	65	6.1%
10	59	5.5%
25	58	5.4%
23	48	4.5%
22	47	4.4%
15	47	4.4%
8	46	4.3%
12	46	4.3%
20	46	4.3%
24	43	4.0%
Other values (32)	560	52.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	1	0.1%
-1	1	0.1%
0	2	0.2%
1	6	0.6%
2	6	0.6%

Value	Count	Frequency (%)
40	1	0.1%
38	3	0.3%
37	4	0.4%
36	4	0.4%
35	4	0.4%

Paris_avg
Real number (ℝ)

HIGH CORRELATION

Distinct	71
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.9342723
Minimum	-3
Maximum	36
Zeros	3
Zeros (%)	0.3%
Memory size	8.3 KiB

Quantile statistics

Minimum	-3
5-th percentile	4
Q1	9.5
median	14.5
Q3	20.5
95-th percentile	26.5
Maximum	36
Range	39
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.169792199
Coefficient of variation (CV)	0.4800898266
Kurtosis	-0.6280821958
Mean	14.9342723
Median Absolute Deviation (MAD)	5.5
Skewness	0.1407584137
Sum	15905
Variance	51.40592017
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.5	41	3.8%
8.5	34	3.2%
21	30	2.8%
10.5	29	2.7%
12	29	2.7%
20	29	2.7%
15	28	2.6%
15.5	27	2.5%
11	27	2.5%
17.5	26	2.4%
Other values (61)	765	71.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3	2	0.2%
-1.5	3	0.3%
-1	2	0.2%
0	3	0.3%
0.5	5	0.5%

Value	Count	Frequency (%)
36	1	0.1%
34.5	1	0.1%
33	1	0.1%
32.5	5	0.5%
32	3	0.3%

tweetCount
Real number (ℝ_≥0)

Distinct	60
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.9342723
Minimum	1
Maximum	137
Zeros	0
Zeros (%)	0.0%
Memory size	8.3 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	6
median	10
Q3	21
95-th percentile	38
Maximum	137
Range	136
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.46368405
Coefficient of variation (CV)	0.8345692245
Kurtosis	9.769656778
Mean	14.9342723
Median Absolute Deviation (MAD)	5
Skewness	2.092820484
Sum	15905
Variance	155.3434202
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	86	8.1%
5	73	6.9%
6	72	6.8%
9	70	6.6%
8	70	6.6%
10	58	5.4%
4	53	5.0%
3	35	3.3%
11	34	3.2%
12	34	3.2%
Other values (50)	480	45.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	18	1.7%
2	23	2.2%
3	35	3.3%
4	53	5.0%
5	73	6.9%

Value	Count	Frequency (%)
137	1	0.1%
74	1	0.1%
71	1	0.1%
66	1	0.1%
63	1	0.1%

replyCount
Real number (ℝ_≥0)

Distinct	351
Distinct (%)	33.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	240.7352113
Minimum	0
Maximum	19166
Zeros	1
Zeros (%)	0.1%
Memory size	8.3 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	21
median	49
Q3	140
95-th percentile	806.6
Maximum	19166
Range	19166
Interquartile range (IQR)	119

Descriptive statistics

Standard deviation	968.2938212
Coefficient of variation (CV)	4.02223595
Kurtosis	180.1601348
Mean	240.7352113
Median Absolute Deviation (MAD)	35
Skewness	11.67079742
Sum	256383
Variance	937592.9242
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	25	2.3%
17	19	1.8%
18	18	1.7%
10	18	1.7%
16	17	1.6%
29	17	1.6%
11	16	1.5%
8	16	1.5%
22	16	1.5%
6	16	1.5%
Other values (341)	887	83.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	5	0.5%
2	2	0.2%
3	6	0.6%
4	8	0.8%

Value	Count	Frequency (%)
19166	1	0.1%
12880	1	0.1%
9485	1	0.1%
7889	1	0.1%
6741	1	0.1%

retweetCount
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	458
Distinct (%)	43.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	915.1568075
Minimum	0
Maximum	71654
Zeros	3
Zeros (%)	0.3%
Memory size	8.3 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	33
median	93
Q3	252
95-th percentile	1750.6
Maximum	71654
Range	71654
Interquartile range (IQR)	219

Descriptive statistics

Standard deviation	5008.105393
Coefficient of variation (CV)	5.472401398
Kurtosis	98.75307096
Mean	915.1568075
Median Absolute Deviation (MAD)	73
Skewness	9.354410085
Sum	974642
Variance	25081119.63
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	14	1.3%
22	13	1.2%
20	13	1.2%
28	12	1.1%
18	12	1.1%
27	12	1.1%
14	11	1.0%
11	11	1.0%
7	11	1.0%
72	10	0.9%
Other values (448)	946	88.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.3%
1	4	0.4%
2	3	0.3%
3	4	0.4%
4	6	0.6%

Value	Count	Frequency (%)
71654	1	0.1%
60415	1	0.1%
55466	1	0.1%
52301	1	0.1%
48772	1	0.1%

likeCount
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	794
Distinct (%)	74.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1259.823474
Minimum	15
Maximum	28362
Zeros	0
Zeros (%)	0.0%
Memory size	8.3 KiB

Quantile statistics

Minimum	15
5-th percentile	120
Q1	301
median	596
Q3	1193
95-th percentile	4388.6
Maximum	28362
Range	28347
Interquartile range (IQR)	892

Descriptive statistics

Standard deviation	2414.301019
Coefficient of variation (CV)	1.916380405
Kurtosis	54.08335345
Mean	1259.823474
Median Absolute Deviation (MAD)	362
Skewness	6.409173438
Sum	1341712
Variance	5828849.412
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
162	5	0.5%
208	4	0.4%
175	4	0.4%
433	4	0.4%
277	4	0.4%
146	4	0.4%
353	4	0.4%
742	4	0.4%
236	3	0.3%
454	3	0.3%
Other values (784)	1026	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15	1	0.1%
16	1	0.1%
24	1	0.1%
26	1	0.1%
29	1	0.1%

Value	Count	Frequency (%)
28362	1	0.1%
28360	1	0.1%
26416	1	0.1%
19836	1	0.1%
19151	1	0.1%

quoteCount
Real number (ℝ_≥0)

ZEROS

Distinct	117
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.93802817
Minimum	0
Maximum	5751
Zeros	86
Zeros (%)	8.1%
Memory size	8.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	15
95-th percentile	74.2
Maximum	5751
Range	5751
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	261.2853745
Coefficient of variation (CV)	6.710287776
Kurtosis	299.1708256
Mean	38.93802817
Median Absolute Deviation (MAD)	5
Skewness	15.984958
Sum	41469
Variance	68270.04691
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	110	10.3%
1	92	8.6%
0	86	8.1%
3	84	7.9%
4	74	6.9%
5	57	5.4%
6	57	5.4%
9	39	3.7%
10	35	3.3%
7	33	3.1%
Other values (107)	398	37.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	86	8.1%
1	92	8.6%
2	110	10.3%
3	84	7.9%
4	74	6.9%

Value	Count	Frequency (%)
5751	1	0.1%
4385	1	0.1%
2388	1	0.1%
2076	1	0.1%
2063	1	0.1%

reactions
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	869
Distinct (%)	81.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2454.653521
Minimum	16
Maximum	106632
Zeros	0
Zeros (%)	0.0%
Memory size	8.3 KiB

Quantile statistics

Minimum	16
5-th percentile	146.6
Q1	373
median	799
Q3	1679
95-th percentile	7281.8
Maximum	106632
Range	106616
Interquartile range (IQR)	1306

Descriptive statistics

Standard deviation	8004.028325
Coefficient of variation (CV)	3.260756867
Kurtosis	86.4412054
Mean	2454.653521
Median Absolute Deviation (MAD)	506
Skewness	8.598996704
Sum	2614206
Variance	64064469.43
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
466	5	0.5%
211	5	0.5%
428	4	0.4%
196	4	0.4%
882	4	0.4%
431	3	0.3%
536	3	0.3%
448	3	0.3%
251	3	0.3%
322	3	0.3%
Other values (859)	1028	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16	1	0.1%
17	1	0.1%
25	1	0.1%
30	1	0.1%
34	1	0.1%

Value	Count	Frequency (%)
106632	1	0.1%
96783	1	0.1%
95701	1	0.1%
80334	1	0.1%
70539	1	0.1%

replyAvg
Real number (ℝ_≥0)

Distinct	297
Distinct (%)	27.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.71492958
Minimum	0
Maximum	538
Zeros	1
Zeros (%)	0.1%
Memory size	8.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1.1
Q1	2.2
median	4.2
Q3	9.6
95-th percentile	57.88
Maximum	538
Range	538
Interquartile range (IQR)	7.4

Descriptive statistics

Standard deviation	47.98885123
Coefficient of variation (CV)	3.053710868
Kurtosis	63.86485253
Mean	15.71492958
Median Absolute Deviation (MAD)	2.5
Skewness	7.384708025
Sum	16736.4
Variance	2302.929843
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	32	3.0%
1.8	26	2.4%
1	24	2.3%
3	24	2.3%
1.6	24	2.3%
2.8	21	2.0%
1.4	20	1.9%
1.9	20	1.9%
2.2	19	1.8%
1.7	19	1.8%
Other values (287)	836	78.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
0.4	1	0.1%
0.5	3	0.3%
0.6	3	0.3%
0.7	4	0.4%

Value	Count	Frequency (%)
538	1	0.1%
523.2	1	0.1%
518	1	0.1%
487	1	0.1%
442.1	1	0.1%

retweetAvg
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	399
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	57.9741784
Minimum	0
Maximum	4856.4
Zeros	4
Zeros (%)	0.4%
Memory size	8.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1.5
Q1	3.6
median	7.5
Q3	20.4
95-th percentile	122.98
Maximum	4856.4
Range	4856.4
Interquartile range (IQR)	16.8

Descriptive statistics

Standard deviation	334.2173081
Coefficient of variation (CV)	5.764933929
Kurtosis	137.8956533
Mean	57.9741784
Median Absolute Deviation (MAD)	5.1
Skewness	11.18405162
Sum	61742.5
Variance	111701.209
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.8	17	1.6%
3.3	17	1.6%
4	17	1.6%
2.2	15	1.4%
2	15	1.4%
3.6	14	1.3%
3.7	14	1.3%
3	14	1.3%
2.8	13	1.2%
3.2	13	1.2%
Other values (389)	916	86.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	0.4%
0.1	2	0.2%
0.4	1	0.1%
0.6	4	0.4%
0.7	3	0.3%

Value	Count	Frequency (%)
4856.4	1	0.1%
4641.4	1	0.1%
4433.8	1	0.1%
4358.4	1	0.1%
2985.6	1	0.1%

likeAvg
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	754
Distinct (%)	70.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	98.50892019
Minimum	2.7
Maximum	2204
Zeros	0
Zeros (%)	0.0%
Memory size	8.3 KiB

Quantile statistics

Minimum	2.7
5-th percentile	15.4
Q1	29.2
median	52
Q3	101.7
95-th percentile	305.24
Maximum	2204
Range	2201.3
Interquartile range (IQR)	72.5

Descriptive statistics

Standard deviation	170.8700003
Coefficient of variation (CV)	1.734563732
Kurtosis	61.11687198
Mean	98.50892019
Median Absolute Deviation (MAD)	27.9
Skewness	6.754999647
Sum	104912
Variance	29196.557
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.2	6	0.6%
28.7	5	0.5%
24.1	5	0.5%
39	5	0.5%
49	5	0.5%
34.7	5	0.5%
34.2	5	0.5%
16.6	4	0.4%
52.2	4	0.4%
28.8	4	0.4%
Other values (744)	1017	95.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.7	1	0.1%
6.6	1	0.1%
7.4	1	0.1%
7.5	1	0.1%
8.3	1	0.1%

Value	Count	Frequency (%)
2204	1	0.1%
2108.6	1	0.1%
1609.1	1	0.1%
1595.9	1	0.1%
1525.4	1	0.1%

quoteAvg
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	103
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.609014085
Minimum	0
Maximum	479.2
Zeros	92
Zeros (%)	8.6%
Memory size	8.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2
median	0.5
Q3	1.1
95-th percentile	6.46
Maximum	479.2
Range	479.2
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	17.05283953
Coefficient of variation (CV)	6.536123982
Kurtosis	582.1100901
Mean	2.609014085
Median Absolute Deviation (MAD)	0.3
Skewness	21.88984396
Sum	2778.6
Variance	290.799336
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	128	12.0%
0.3	107	10.0%
0.4	95	8.9%
0	92	8.6%
0.5	82	7.7%
0.1	77	7.2%
0.6	64	6.0%
0.8	44	4.1%
0.7	39	3.7%
1	38	3.6%
Other values (93)	299	28.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	92	8.6%
0.1	77	7.2%
0.2	128	12.0%
0.3	107	10.0%
0.4	95	8.9%

Value	Count	Frequency (%)
479.2	1	0.1%
142.3	1	0.1%
118.5	1	0.1%
90.1	1	0.1%
86.5	1	0.1%

reactionsAvg
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	810
Distinct (%)	76.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	174.809108
Minimum	3.3
Maximum	7511
Zeros	0
Zeros (%)	0.0%
Memory size	8.3 KiB

Quantile statistics

Minimum	3.3
5-th percentile	19.64
Q1	36.7
median	67.8
Q3	135.6
95-th percentile	500.72
Maximum	7511
Range	7507.7
Interquartile range (IQR)	98.9

Descriptive statistics

Standard deviation	526.7717668
Coefficient of variation (CV)	3.013411446
Kurtosis	119.2081815
Mean	174.809108
Median Absolute Deviation (MAD)	38.5
Skewness	10.05089503
Sum	186171.7
Variance	277488.4943
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.8	4	0.4%
51.6	4	0.4%
66.6	4	0.4%
56.5	4	0.4%
21.7	4	0.4%
25	4	0.4%
27.1	4	0.4%
46.4	4	0.4%
89	4	0.4%
24.7	4	0.4%
Other values (800)	1025	96.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.3	1	0.1%
9.2	1	0.1%
9.7	1	0.1%
9.9	1	0.1%
10.1	1	0.1%

Value	Count	Frequency (%)
7511	1	0.1%
7495.3	1	0.1%
6694.5	1	0.1%
6412.6	1	0.1%
4443	1	0.1%

contest
Real number (ℝ_≥0)

ZEROS

Distinct	11
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.523943662
Minimum	0
Maximum	12
Zeros	765
Zeros (%)	71.8%
Memory size	8.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	12
Range	12
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.138706989
Coefficient of variation (CV)	2.173338607
Kurtosis	20.25993441
Mean	0.523943662
Median Absolute Deviation (MAD)	0
Skewness	3.673506457
Sum	558
Variance	1.296653606
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	765	71.8%
1	174	16.3%
2	66	6.2%
3	28	2.6%
5	13	1.2%
4	12	1.1%
6	3	0.3%
12	1	0.1%
10	1	0.1%
8	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	765	71.8%
1	174	16.3%
2	66	6.2%
3	28	2.6%
4	12	1.1%

Value	Count	Frequency (%)
12	1	0.1%
10	1	0.1%
8	1	0.1%
7	1	0.1%
6	3	0.3%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	date	Paris_weather	Paris_min	Paris_max	Paris_avg	tweetCount	replyCount	retweetCount	likeCount	quoteCount	reactions	replyAvg	retweetAvg	likeAvg	quoteAvg	reactionsAvg
0	2018-01-01	2	7	9	8.0	8	22	173	806	3	1004	2.8	21.6	100.8	0.4	125.5
1	2018-01-02	2	5	11	8.0	32	34	117	567	3	721	1.1	3.7	17.7	0.1	22.5
2	2018-01-03	2	9	15	12.0	22	411	109	533	26	1079	18.7	5.0	24.2	1.2	49.0
3	2018-01-04	2	10	14	12.0	31	66	344	975	12	1397	2.1	11.1	31.5	0.4	45.1
4	2018-01-05	2	8	11	9.5	23	45	123	568	4	740	2.0	5.3	24.7	0.2	32.2
5	2018-01-06	2	6	7	6.5	11	17	87	322	5	431	1.5	7.9	29.3	0.5	39.2
6	2018-01-07	2	6	7	6.5	7	23	191	767	5	986	3.3	27.3	109.6	0.7	140.9
7	2018-01-08	3	5	8	6.5	29	28	275	1184	14	1501	1.0	9.5	40.8	0.5	51.8
8	2018-01-09	2	5	8	6.5	21	33	144	570	6	753	1.6	6.9	27.1	0.3	35.9
9	2018-01-10	2	7	8	7.5	31	44	126	471	5	646	1.4	4.1	15.2	0.2	20.8

Last rows

	date	Paris_weather	Paris_min	Paris_max	Paris_avg	tweetCount	replyCount	retweetCount	likeCount	quoteCount	reactions	replyAvg	retweetAvg	likeAvg	quoteAvg	reactionsAvg	contest
1055	2020-11-21	3	6	10	8.0	7	447	1200	2094	242	3983	63.9	171.4	299.1	34.6	569.0	1
1056	2020-11-22	3	7	11	9.0	8	85	497	1077	70	1729	10.6	62.1	134.6	8.8	216.1	0
1057	2020-11-23	2	8	11	9.5	8	273	1095	2253	216	3837	34.1	136.9	281.6	27.0	479.6	2
1058	2020-11-24	2	7	10	8.5	15	87	383	1280	47	1797	5.8	25.5	85.3	3.1	119.8	1
1059	2020-11-25	2	7	11	9.0	10	149	495	1711	61	2416	14.9	49.5	171.1	6.1	241.6	2
1060	2020-11-26	3	8	12	10.0	10	58	438	1083	40	1619	5.8	43.8	108.3	4.0	161.9	0
1061	2020-11-27	3	8	11	9.5	14	322	1042	2142	181	3687	23.0	74.4	153.0	12.9	263.4	2
1062	2020-11-28	3	7	12	9.5	9	65	408	1143	63	1679	7.2	45.3	127.0	7.0	186.6	0
1063	2020-11-29	3	6	10	8.0	8	1321	2320	3656	494	7791	165.1	290.0	457.0	61.8	973.9	0
1064	2020-11-30	3	2	8	5.0	9	100	659	1397	77	2233	11.1	73.2	155.2	8.6	248.1	0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows